Pattern Prediction System

============================================

Import Libraries




!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

Approach 1 - Single Training

!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!




Load Dataset

Visual Representation of 5 Nodes

Split Dataset

Scale Dataset




--------------------------------------------------------------------------------

Training 6 Machine Learning Models

--------------------------------------------------------------------------------







============================

Stacked LSTM

============================




RMSE

Graph




============================

CNN LSTM

============================




RMSE

Graph




============================

LSTM

============================




RMSE

Graph




======================================

Bi-directional LSTM

======================================




RMSE

Graph




====================

GRU

====================




RMSE

Graph




====================

RNN

====================




RMSE

Graph




====================================================================================

Bar Graph - RMSE of All Single Models

====================================================================================







!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

Approach 2 - Multiple Training

!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!




Load Dataset

Split Dataset

Scale Dataset




===============================

Stacked LSTM

===============================




Predictions

RMSE

Graph




===============================

CNN LSTM

===============================




Predictions

RMSE

Graph




===============================

LSTM

===============================




Predictions

RMSE

Graph




===============================

Bi-Directional LSTM

===============================




Predictions

RMSE

Graph




===============================

GRU

===============================




Predictions

RMSE

Graph




===============================

RNN

===============================




Predictions

RMSE

Graph




!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

Difference Between 6 Algorithms

!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!




Dataset Used For comparison

Node 7

=======

Node 15

=======

Node 24

=======

Node 33

=======

Node 48

=======




====================================================================================

Bar Graph - RMSE of All Multilpe Models

====================================================================================




User Input at Time T1

Prediction By All Models




||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||

Visualze the Results

||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||







Single Models Vs Multiple Models

...........................................................................................

...........................................................................................







Node 7

======







Node 15

=======







Node 24

=======







Node 33

=======







Node 48

=======







===============================================================

Thank you so much

===============================================================